Autonomous Robot Hitting Task Using Dynamical System Approach
We propose a model that autonomously generates and flexibly organizes sequences of timed actions. The timing of the movements is controlled by non-linear oscillators. Their activation and deactivation is organized by a hierarchical neural-dynamic architecture. We demonstrate the features of our mode...
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Published in | 2013 IEEE International Conference on Systems, Man, and Cybernetics pp. 4042 - 4047 |
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Main Authors | , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.10.2013
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Subjects | |
Online Access | Get full text |
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Summary: | We propose a model that autonomously generates and flexibly organizes sequences of timed actions. The timing of the movements is controlled by non-linear oscillators. Their activation and deactivation is organized by a hierarchical neural-dynamic architecture. We demonstrate the features of our model in an exemplary robotic task where the manipulator arm keeps hitting a ball up an inclined plane. The autonomous generation of movement sequences is tightly coupled to visual sensory information about the ball motion and able to adapt, on-line, to perturbations introduced in the ball trajectory. The performance of the proposed model is evaluated and the reactions to different perturbations are discussed. |
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ISSN: | 1062-922X |
DOI: | 10.1109/SMC.2013.690 |